{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "4d9f49ab",
   "metadata": {},
   "source": [
    "# Kinetic Synaptic Models\n",
    "\n",
    "[![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/brainpy/brainpy/blob/master/docs_version2/tutorial_building/kinetic_synapse_models.ipynb)\n",
    "[![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/brainpy/brainpy/blob/master/docs_version2/tutorial_building/kinetic_synapse_models.ipynb)"
   ]
  },
  {
   "cell_type": "code",
   "id": "02ac9c9b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:57:18.098133Z",
     "start_time": "2025-10-06T03:57:13.734043Z"
    }
   },
   "source": [
    "import numpy as np\n",
    "import brainpy as bp\n",
    "import brainpy.math as bm\n",
    "\n",
    "import matplotlib.pyplot as plt"
   ],
   "outputs": [],
   "execution_count": 1
  },
  {
   "cell_type": "markdown",
   "id": "e6fa1820",
   "metadata": {},
   "source": [
    "The simplest kinetic model is a two-state scheme in which receptors can be either closed, C, or open, O, and the transition between states depends on transmitter concentration, [T], in the synaptic cleft. For a pool of receptors, states C and O can range from 0 to 1, and describe the fraction of receptors in the closed and open states, respectively."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9265780a",
   "metadata": {},
   "source": [
    "## AMPA synapse model"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "db90245b",
   "metadata": {},
   "source": [
    "AMPA receptor is an ionotropic receptor, which is an ion channel. When it is bound by neurotransmitters, it will immediately open the ion channel, causing the change of membrane potential of postsynaptic neurons."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "97d8c024",
   "metadata": {},
   "source": [
    "A classical model is to use the Markov process to model ion channel switch. Here $s$ represents the probability of channel opening, $1-s$ represents the probability of ion channel closing, and $\\alpha$ and $\\beta$ are the transition probability. Because neurotransmitters can open ion channels, the transfer probability from $1-s$ to $s$ is affected by the concentration of neurotransmitters. We denote the concentration of neurotransmitters as [T] and get the following Markov process."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ca5b0e5e900f050",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "![](../_static/synapse_markov.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "761de2ca",
   "metadata": {},
   "source": [
    "We obtained the following formula when describing the process by a differential equation.\n",
    "\n",
    "$$\n",
    "\\frac {ds}{dt} = \\alpha [T] (1-s) - \\beta s\n",
    "$$\n",
    "\n",
    "Where $\\alpha [T]$ denotes the transition probability from state $(1-s)$ to state $(s)$; and $\\beta$ represents the transition probability of the other direction. $\\alpha=0.98$ is the binding constant. $\\beta=.18$ is the unbinding constant. $T=.5\\, mM$ is the neurotransmitter concentration, and has the duration of 0.5 ms."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d2cf2c54",
   "metadata": {},
   "source": [
    "$$\n",
    "I=\\bar{g}s(V-E)\n",
    "$$\n",
    "\n",
    "where $\\bar{g} = 0.42$ $\\mu ho(\\mu S)$ is the maximum conductance. $E=0.$ mV is a reverse potential, which can determine whether the direction of $I$ is inhibition or excitation. For example, when the resting potential is about -65, subtracting a lower $E$, such as -75, will become positive, thus will change the direction of the current in the formula and produce the suppression current. The $E$ value of excitatory synapses is relatively high, such as 0."
   ]
  },
  {
   "cell_type": "code",
   "id": "de5e7d04ca50d49e",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T03:57:18.140494Z",
     "start_time": "2025-10-06T03:57:18.135932Z"
    }
   },
   "source": [
    "class AMPA(bp.Projection):\n",
    "    def __init__(self, pre, post, delay, prob, g_max, E=0.):\n",
    "        super().__init__()\n",
    "        self.proj = bp.dyn.ProjAlignPreMg2(\n",
    "          pre=pre, \n",
    "          delay=delay, \n",
    "          syn=bp.dyn.AMPA.desc(pre.num, alpha=0.98, beta=0.18, T=0.5, T_dur=0.5),\n",
    "          comm=bp.dnn.CSRLinear(bp.conn.FixedProb(prob, pre=pre.num, post=post.num), g_max),\n",
    "          out=bp.dyn.COBA(E=E),\n",
    "          post=post, \n",
    "        )"
   ],
   "outputs": [],
   "execution_count": 2
  },
  {
   "cell_type": "code",
   "id": "36c82b425d424ad8",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T03:57:18.177273Z",
     "start_time": "2025-10-06T03:57:18.172119Z"
    }
   },
   "source": [
    "class SimpleNet(bp.DynSysGroup):\n",
    "  def __init__(self, syn_cls):\n",
    "    super().__init__()\n",
    "    self.pre = bp.dyn.SpikeTimeGroup(1, indices=(0, 0, 0, 0), times=(10., 30., 50., 70.))\n",
    "    self.post = bp.dyn.LifRef(1, V_rest=-60., V_th=-50., V_reset=-60., tau=20., tau_ref=5.,\n",
    "                              V_initializer=bp.init.Constant(-60.))\n",
    "    self.syn = syn_cls(self.pre, self.post, delay=None, prob=1., g_max=1.)\n",
    "    \n",
    "  def update(self):\n",
    "    self.pre()\n",
    "    self.syn()\n",
    "    self.post()\n",
    "    \n",
    "    # monitor the following variables\n",
    "    conductance = self.syn.proj.refs['syn'].g\n",
    "    current = self.post.sum_inputs(self.post.V)\n",
    "    return conductance, current, self.post.V"
   ],
   "outputs": [],
   "execution_count": 3
  },
  {
   "cell_type": "code",
   "id": "67db8ba2",
   "metadata": {
    "scrolled": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T03:57:18.185547Z",
     "start_time": "2025-10-06T03:57:18.181279Z"
    }
   },
   "source": [
    "def run_a_net(net, duration=100):\n",
    "  indices = np.arange(int(duration/bm.get_dt()))  # duration ms\n",
    "  conductances, currents, potentials = bm.for_loop(net.step_run, indices, progress_bar=True)\n",
    "  ts = indices * bm.get_dt()\n",
    "  \n",
    "  # --- similar to: \n",
    "  # runner = bp.DSRunner(net)\n",
    "  # conductances, currents, potentials = runner.run(100.)\n",
    "  \n",
    "  fig, gs = bp.visualize.get_figure(1, 3, 3.5, 4)\n",
    "  fig.add_subplot(gs[0, 0])\n",
    "  plt.plot(ts, conductances)\n",
    "  plt.title('Syn conductance')\n",
    "  fig.add_subplot(gs[0, 1])\n",
    "  plt.plot(ts, currents)\n",
    "  plt.title('Syn current')\n",
    "  fig.add_subplot(gs[0, 2])\n",
    "  plt.plot(ts, potentials)\n",
    "  plt.title('Post V')\n",
    "  plt.show()"
   ],
   "outputs": [],
   "execution_count": 4
  },
  {
   "cell_type": "code",
   "id": "a4422224",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:57:22.949920Z",
     "start_time": "2025-10-06T03:57:18.195360Z"
    }
   },
   "source": [
    "run_a_net(SimpleNet(syn_cls=AMPA))"
   ],
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\codes\\projects\\BrainPy\\brainpy\\version2\\mixin.py:399: UserWarning: Please use \".sum_current_inputs()\" instead. \".sum_inputs()\" will be removed.\n",
      "  warnings.warn('Please use \".sum_current_inputs()\" instead. \".sum_inputs()\" will be removed.', UserWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "c065327bca074028ab1687b714944f8a"
      }
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x350 with 3 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 5
  },
  {
   "cell_type": "markdown",
   "id": "6b775d9b",
   "metadata": {},
   "source": [
    "## $GABA_A$ synapse model"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "43662a5c",
   "metadata": {},
   "source": [
    "GABAA synapse has the same equation with the AMPA synapse, but with the difference of:\n",
    "\n",
    "-  Reversal potential of synapse $E=-80.$ mV \n",
    "- Activating rate constant $\\alpha=0.53$\n",
    "- De-activating rate constant $\\beta=0.18$\n",
    "- Transmitter concentration $[T]=1\\,\\mu ho(\\mu S)$ when synapse is triggered by a pre-synaptic spike, with the duration of 1. ms. "
   ]
  },
  {
   "cell_type": "code",
   "id": "259e67c8",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:57:25.194377Z",
     "start_time": "2025-10-06T03:57:25.189967Z"
    }
   },
   "source": [
    "class GABAa(bp.Projection):\n",
    "    def __init__(self, pre, post, delay, prob, g_max, E=-80.):\n",
    "        super().__init__()\n",
    "        self.proj = bp.dyn.ProjAlignPreMg2(\n",
    "          pre=pre, \n",
    "          delay=delay, \n",
    "          syn=bp.dyn.GABAa.desc(pre.num, alpha=0.53, beta=0.18, T=1.0, T_dur=1.0),\n",
    "          comm=bp.dnn.CSRLinear(bp.conn.FixedProb(prob, pre=pre.num, post=post.num), g_max),\n",
    "          out=bp.dyn.COBA(E=E),\n",
    "          post=post, \n",
    "        )"
   ],
   "outputs": [],
   "execution_count": 6
  },
  {
   "cell_type": "code",
   "id": "a4ef28dd66c625e3",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T03:57:26.373331Z",
     "start_time": "2025-10-06T03:57:25.202609Z"
    }
   },
   "source": [
    "run_a_net(SimpleNet(syn_cls=GABAa))"
   ],
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\codes\\projects\\BrainPy\\brainpy\\version2\\mixin.py:399: UserWarning: Please use \".sum_current_inputs()\" instead. \".sum_inputs()\" will be removed.\n",
      "  warnings.warn('Please use \".sum_current_inputs()\" instead. \".sum_inputs()\" will be removed.', UserWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "9d72fffbe8a041a497ebff2b25df4dcd"
      }
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x350 with 3 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 7
  },
  {
   "cell_type": "markdown",
   "id": "201fb8d5",
   "metadata": {},
   "source": [
    "## NMDA synapse model\n",
    "\n",
    "The NMDA receptor is a glutamate receptor and ion channel found in neurons. The NMDA receptor is one of three types of ionotropic glutamate receptors, the other two being AMPA and kainate receptors.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8386ad21",
   "metadata": {},
   "source": [
    "The NMDA receptor mediated conductance depends on the postsynaptic voltage. The voltage dependence is due to the blocking of the pore of the NMDA receptor from the outside by a positively charged magnesium ion. The channel is nearly completely blocked at resting potential, but the magnesium block is relieved if the cell is depolarized. The fraction of channels $B(V)$ that are not blocked by magnesium can be fitted to\n",
    "\n",
    "$$\n",
    "B(V) = {1 \\over 1 + \\exp(-0.062V) [Mg^{2+}]_o/3.57}\n",
    "$$\n",
    "\n",
    "Here, $[{Mg}^{2+}]_{o}$ is the extracellular magnesium concentration, usually 1 mM. Thus, the channel acts as a “coincidence detector” and only once both of these conditions are met, the channel opens and it allows positively charged ions (cations) to flow through the cell membrane. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ad61f89",
   "metadata": {},
   "source": [
    "If we make the approximation that the magnesium block changes instantaneously with voltage and is independent of the gating of the channel, the net NMDA receptor-mediated synaptic current is given by\n",
    "\n",
    "$$\n",
    "I=\\bar{g}sB(V)(V-E)\n",
    "$$\n",
    "\n",
    "where $V(t)$ is the post-synaptic neuron potential, $E$ is the reversal potential."
   ]
  },
  {
   "cell_type": "code",
   "id": "a279dc2450543578",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T03:57:26.421249Z",
     "start_time": "2025-10-06T03:57:26.417519Z"
    }
   },
   "source": [
    "class NMDA(bp.Projection):\n",
    "    def __init__(self, pre, post, delay, prob, g_max, E=0.0):\n",
    "        super().__init__()\n",
    "        self.proj = bp.dyn.ProjAlignPreMg2(\n",
    "          pre=pre, \n",
    "          delay=delay, \n",
    "          syn=bp.dyn.NMDA.desc(pre.num, a=0.5, tau_decay=100., tau_rise=2.), \n",
    "          comm=bp.dnn.CSRLinear(bp.conn.FixedProb(prob, pre=pre.num, post=post.num), g_max), \n",
    "          out=bp.dyn.MgBlock(E=E), \n",
    "          post=post, \n",
    "        )"
   ],
   "outputs": [],
   "execution_count": 8
  },
  {
   "cell_type": "code",
   "id": "b11198c97572b729",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T03:57:27.563427Z",
     "start_time": "2025-10-06T03:57:26.444618Z"
    }
   },
   "source": [
    "run_a_net(SimpleNet(NMDA))"
   ],
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\codes\\projects\\BrainPy\\brainpy\\version2\\mixin.py:399: UserWarning: Please use \".sum_current_inputs()\" instead. \".sum_inputs()\" will be removed.\n",
      "  warnings.warn('Please use \".sum_current_inputs()\" instead. \".sum_inputs()\" will be removed.', UserWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "98e0d2ad38634af79b98b9c8d02f1358"
      }
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x350 with 3 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 9
  },
  {
   "cell_type": "markdown",
   "id": "6230be9101f5152e",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## Kinetic synapse models are more realistic"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a06cab331962f679",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "Kinetic synapse can prevent the explosion of the synaptic dynamics. "
   ]
  },
  {
   "cell_type": "code",
   "id": "b7078ca6ef397484",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T03:57:27.594319Z",
     "start_time": "2025-10-06T03:57:27.589515Z"
    }
   },
   "source": [
    "class SimpleNet5(bp.DynSysGroup):\n",
    "  def __init__(self, freqs=10.):\n",
    "    super().__init__()\n",
    "    \n",
    "    self.pre = bp.dyn.PoissonGroup(1, freqs=freqs)\n",
    "    self.post = bp.dyn.LifRef(1,  V_rest=-60., V_th=-50., V_reset=-60., tau=20., tau_ref=5.,\n",
    "                              V_initializer=bp.init.Constant(-60.))\n",
    "    self.syn = NMDA(self.pre, self.post, delay=None, prob=1., g_max=1., E=0.)\n",
    "    \n",
    "  def update(self):\n",
    "    self.pre()\n",
    "    self.syn()\n",
    "    self.post()\n",
    "    \n",
    "    # monitor the following variables\n",
    "    return self.syn.proj.refs['syn'].g, self.post.V"
   ],
   "outputs": [],
   "execution_count": 10
  },
  {
   "cell_type": "code",
   "id": "84474893991838b8",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T03:57:27.604099Z",
     "start_time": "2025-10-06T03:57:27.600428Z"
    }
   },
   "source": [
    "def compare_freqs(freqs):\n",
    "  fig, _ = bp.visualize.get_figure(1, 1, 4.5, 6.)\n",
    "  for freq in freqs:\n",
    "      net = SimpleNet5(freqs=freq)\n",
    "      indices = np.arange(1000)  # 100 ms\n",
    "      conductances, potentials = bm.for_loop(net.step_run, indices, progress_bar=True)\n",
    "      ts = indices * bm.get_dt()\n",
    "      plt.plot(ts, conductances, label=f'{freq} Hz')\n",
    "  plt.legend()\n",
    "  plt.ylabel('g')\n",
    "  plt.show()"
   ],
   "outputs": [],
   "execution_count": 11
  },
  {
   "cell_type": "code",
   "id": "fd22b842d81a33f0",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T03:57:31.379730Z",
     "start_time": "2025-10-06T03:57:27.611449Z"
    }
   },
   "source": [
    "compare_freqs([10., 100., 1000., 10000.])"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "4e7b2d6fb585425190e4ac9b07d7c2b7"
      }
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "6ba42e427265487abae9428b5d7e96e3"
      }
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "128a60510ae844929ad486b10540e35a"
      }
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "37355a4d015045f8879f10d3852596d6"
      }
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 600x450 with 1 Axes>"
      ],
      "image/png": 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"
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     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 12
  }
 ],
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